Sperm which carry male chromosomes actually travel faster than those carrying female chromosomes - because they are lighter. There is more genetic material in female sperm, so although they both wiggle off at the same speed, the lighter ones go faster. It doesn't mean that they always win the conception race, though, because that depends on the readiness of the egg too.